Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Genetic programming using a minimum description length principle
Advances in genetic programming
Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence
Genetic Programming III: Darwinian Invention & Problem Solving
Genetic Programming III: Darwinian Invention & Problem Solving
Evolutionary Modeling of Systems of Ordinary Differential Equations with Genetic Programming
Genetic Programming and Evolvable Machines
Linear Modeling of Genetic Networks from Experimental Data
Proceedings of the Eighth International Conference on Intelligent Systems for Molecular Biology
Balancing accuracy and parsimony in genetic programming
Evolutionary Computation
Regularization approach to inductive genetic programming
IEEE Transactions on Evolutionary Computation
Inference of gene regulatory networks using s-system and differential evolution
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A new adaptive center weighted median filter for suppressing impulsive noise in images
Information Sciences: an International Journal
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Finding alternatives and reduced formulations for process-based models
Evolutionary Computation
Inference of differential equation models by genetic programming
Information Sciences: an International Journal
Generating probabilistic Boolean networks from a prescribed stationary distribution
Information Sciences: an International Journal
Robust stability for uncertain genetic regulatory networks with interval time-varying delays
Information Sciences: an International Journal
Genetic Networks and Soft Computing
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
DNA sequence comparison by a novel probabilistic method
Information Sciences: an International Journal
Parameter Estimation Using Metaheuristics in Systems Biology: A Comprehensive Review
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Multi-stage evolutionary algorithms for efficient identification of gene regulatory networks
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Multi-objective model optimization for inferring gene regulatory networks
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
The evolution of higher-level biochemical reaction models
Genetic Programming and Evolvable Machines
Inference of hidden variables in systems of differential equations with genetic programming
Genetic Programming and Evolvable Machines
Using gene expression programming to infer gene regulatory networks from time-series data
Computational Biology and Chemistry
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This paper describes an Evolutionary Modeling (EM) approach to building causal model of differential equation system from time series data. The main target of the modeling is the gene regulatory network. A hybrid method of Genetic Programming (GP) and statistical analysis is featured in our work. GP and Least Mean Square method (LMS) were combined to identify a concise form of regulation between the variables from a given set of time series. Our approach was evaluated in several real-world problems. Further, Monte Carlo analysis is applied to indicate the robust and significant influence from the results for gene network analysis purpose.